Overview

Dataset statistics

Number of variables	25
Number of observations	1419910
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	136643
Duplicate rows (%)	9.6%
Total size in memory	270.8 MiB
Average record size in memory	200.0 B

Variable types

Numeric	6
Categorical	19

Alerts

`is_Origination_channel_tpo` has constant value "0.0"	Constant
Dataset has 136643 (9.6%) duplicate rows	Duplicates
`CLoan_to_value` is highly overall correlated with `Mortgage_Insurance` and 2 other fields	High correlation
`Mortgage_Insurance` is highly overall correlated with `CLoan_to_value` and 2 other fields	High correlation
`OLoan_to_value` is highly overall correlated with `CLoan_to_value` and 2 other fields	High correlation
`is_First_time_homeowner` is highly overall correlated with `is_First_time_homeowner_No` and 1 other fields	High correlation
`is_First_time_homeowner_No` is highly overall correlated with `is_First_time_homeowner` and 1 other fields	High correlation
`is_Loan_purpose_cash` is highly overall correlated with `is_Loan_purpose_purc`	High correlation
`is_Loan_purpose_noca` is highly overall correlated with `is_Loan_purpose_purc`	High correlation
`is_Loan_purpose_purc` is highly overall correlated with `CLoan_to_value` and 6 other fields	High correlation
`is_Occupancy_status_inve` is highly overall correlated with `is_Occupancy_status_prim`	High correlation
`is_Occupancy_status_prim` is highly overall correlated with `is_Occupancy_status_inve` and 1 other fields	High correlation
`is_Occupancy_status_seco` is highly overall correlated with `is_Occupancy_status_prim`	High correlation
`is_Origination_channel_corr` is highly overall correlated with `is_Origination_channel_reta`	High correlation
`is_Origination_channel_reta` is highly overall correlated with `is_Origination_channel_corr`	High correlation
`is_Property_type_pud` is highly overall correlated with `is_Property_type_sing`	High correlation
`is_Property_type_sing` is highly overall correlated with `is_Property_type_pud`	High correlation
`is_Occupancy_status_prim` is highly imbalanced (59.5%)	Imbalance
`is_Occupancy_status_inve` is highly imbalanced (69.2%)	Imbalance
`is_Occupancy_status_seco` is highly imbalanced (82.8%)	Imbalance
`is_Origination_channel_brok` is highly imbalanced (50.9%)	Imbalance
`is_Property_type_cond` is highly imbalanced (63.3%)	Imbalance
`is_Property_type_coop` is highly imbalanced (98.7%)	Imbalance
`is_Property_type_manu` is highly imbalanced (95.5%)	Imbalance
`DFlag` is highly imbalanced (82.6%)	Imbalance
`Mortgage_Insurance` has 958785 (67.5%) zeros	Zeros

Reproduction

Analysis started	2025-12-05 03:39:29.883467
Analysis finished	2025-12-05 03:40:23.372159
Duration	53.49 seconds
Software version	ydata-profiling vv4.18.0
Download configuration	config.json

Credit_Score
Real number (ℝ)

Distinct	524
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-3.6894518 × 10^-16

Minimum	-14.74573
Maximum	1.3256295
Zeros	0
Zeros (%)	0.0%
Negative	607258
Negative (%)	42.8%
Memory size	10.8 MiB

Quantile statistics

Minimum	-14.74573
5-th percentile	-2.0203309
Q1	-0.57888198
median	0.22301507
Q3	0.80933917
95-th percentile	1.21584
Maximum	1.3256295
Range	16.071359
Interquartile range (IQR)	1.3882212

Descriptive statistics

Standard deviation	1.0000004
Coefficient of variation (CV)	-2.7104307 × 10¹⁵
Kurtosis	0.017736332
Mean	-3.6894518 × 10^-16
Median Absolute Deviation (MAD)	0.6661343
Skewness	-0.8273442
Sum	-5.0567905 × 10^-10
Variance	1.0000007
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.215839996	11660	0.8%
1.139468848	10846	0.8%
1.177654422	10821	0.8%
1.101283274	10805	0.8%
1.024912126	10693	0.8%
0.9485409778	10396	0.7%
0.9867265518	9915	0.7%
1.292211144	9817	0.7%
1.0630977	9812	0.7%
1.25402557	9629	0.7%
Other values (514)	1315516	92.6%

Value	Count	Frequency (%)
-14.74572994	1	< 0.1%
-6.878595643	1	< 0.1%
-4.430030221	1	< 0.1%
-3.74399978	1	< 0.1%
-3.705002631	10	< 0.1%
-3.691573983	11	< 0.1%
-3.666005482	15	< 0.1%
-3.652707865	9	< 0.1%
-3.633727902	33	< 0.1%
-3.627008334	12	< 0.1%

Value	Count	Frequency (%)
1.325629544	4399	0.3%
1.325057337	7091	0.5%
1.322155214	4164	0.3%
1.292211144	9817	0.7%
1.288220325	7042	0.5%
1.286632395	4241	0.3%
1.283289097	4183	0.3%
1.25402557	9629	0.7%
1.251383313	8206	0.6%
1.247635246	5112	0.4%

Mortgage_Insurance
Real number (ℝ)

High correlation Zeros

Distinct	25
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.0596319

Minimum	0
Maximum	52
Zeros	958785
Zeros (%)	67.5%
Negative	0
Negative (%)	0.0%
Memory size	10.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	25
95-th percentile	30
Maximum	52
Range	52
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	12.167109
Coefficient of variation (CV)	1.5096358
Kurtosis	-0.93771274
Mean	8.0596319
Median Absolute Deviation (MAD)	0
Skewness	0.95634713
Sum	11443952
Variance	148.03853
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	958785	67.5%
25	192277	13.5%
30	182499	12.9%
12	60356	4.3%
18	9751	0.7%
6	6494	0.5%
16	6166	0.4%
35	3520	0.2%
20	27	< 0.1%
17	8	< 0.1%
Other values (15)	27	< 0.1%

Value	Count	Frequency (%)
0	958785	67.5%
6	6494	0.5%
10	1	< 0.1%
12	60356	4.3%
13	1	< 0.1%
15	3	< 0.1%
16	6166	0.4%
17	8	< 0.1%
18	9751	0.7%
20	27	< 0.1%

Value	Count	Frequency (%)
52	1	< 0.1%
50	1	< 0.1%
43	1	< 0.1%
40	2	< 0.1%
39	1	< 0.1%
35	3520	0.2%
34	1	< 0.1%
33	1	< 0.1%
32	4	< 0.1%
30	182499	12.9%

Number_of_units
Real number (ℝ)

Distinct	16
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.6397563 × 10^-16

Minimum	-0.13364156
Maximum	14.170713
Zeros	0
Zeros (%)	0.0%
Negative	1391363
Negative (%)	98.0%
Memory size	10.8 MiB

Quantile statistics

Minimum	-0.13364156
5-th percentile	-0.13364156
Q1	-0.13364156
median	-0.12920909
Q3	-0.12333579
95-th percentile	-0.1232318
Maximum	14.170713
Range	14.304355
Interquartile range (IQR)	0.010305765

Descriptive statistics

Standard deviation	1.0000004
Coefficient of variation (CV)	-6.0984692 × 10¹⁵
Kurtosis	103.53133
Mean	-1.6397563 × 10^-16
Median Absolute Deviation (MAD)	0.0044324623
Skewness	9.505424
Sum	-2.1282176 × 10^-10
Variance	1.0000007
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
-0.1292090949	515247	36.3%
-0.1336415571	401795	28.3%
-0.1233357922	237293	16.7%
-0.1232317996	237028	16.7%
4.637431713	7918	0.6%
4.27802285	6425	0.5%
4.485527017	3155	0.2%
4.443946319	3094	0.2%
9.40407252	1698	0.1%
8.689687258	1498	0.1%
Other values (6)	4759	0.3%

Value	Count	Frequency (%)
-0.1336415571	401795	28.3%
-0.1292090949	515247	36.3%
-0.1233357922	237293	16.7%
-0.1232317996	237028	16.7%
4.27802285	6425	0.5%
4.443946319	3094	0.2%
4.485527017	3155	0.2%
4.637431713	7918	0.6%
8.689687258	1498	0.1%
9.011124438	804	0.1%

Value	Count	Frequency (%)
14.17071333	980	0.1%
13.70325264	590	< 0.1%
13.57830256	605	< 0.1%
13.10135167	1007	0.1%
9.40407252	1698	0.1%
9.094389826	773	0.1%
9.011124438	804	0.1%
8.689687258	1498	0.1%
4.637431713	7918	0.6%
4.485527017	3155	0.2%

CLoan_to_value
Real number (ℝ)

High correlation

Distinct	103
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.76455404

Minimum	0.04
Maximum	1.17
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.8 MiB

Quantile statistics

Minimum	0.04
5-th percentile	0.44
Q1	0.69
median	0.8
Q3	0.9
95-th percentile	0.95
Maximum	1.17
Range	1.13
Interquartile range (IQR)	0.21

Descriptive statistics

Standard deviation	0.16076872
Coefficient of variation (CV)	0.21027777
Kurtosis	0.91379857
Mean	0.76455404
Median Absolute Deviation (MAD)	0.1
Skewness	-0.98530322
Sum	1085597.9
Variance	0.025846581
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.8	296165	20.9%
0.95	200784	14.1%
0.9	94195	6.6%
0.75	86399	6.1%
0.97	57430	4.0%
0.7	49882	3.5%
0.85	36465	2.6%
0.6	28662	2.0%
0.79	24337	1.7%
0.74	21907	1.5%
Other values (93)	523684	36.9%

Value	Count	Frequency (%)
0.04	2	< 0.1%
0.05	9	< 0.1%
0.06	18	< 0.1%
0.07	27	< 0.1%
0.08	52	< 0.1%
0.09	79	< 0.1%
0.1	117	< 0.1%
0.11	154	< 0.1%
0.12	229	< 0.1%
0.13	245	< 0.1%

Value	Count	Frequency (%)
1.17	1	< 0.1%
1.05	110	< 0.1%
1.04	229	< 0.1%
1.03	353	< 0.1%
1.02	918	0.1%
1.01	1164	0.1%
1	1583	0.1%
0.99	401	< 0.1%
0.98	272	< 0.1%
0.97	57430	4.0%

Debt_to_income
Real number (ℝ)

Distinct	53
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	36.631875

Minimum	1
Maximum	54
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.8 MiB

Quantile statistics

Minimum	1
5-th percentile	21
Q1	31
median	38
Q3	43
95-th percentile	48
Maximum	54
Range	53
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	8.4456777
Coefficient of variation (CV)	0.23055543
Kurtosis	-0.039179135
Mean	36.631875
Median Absolute Deviation (MAD)	6
Skewness	-0.6831391
Sum	52013965
Variance	71.329471
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
45	94512	6.7%
44	89529	6.3%
43	79430	5.6%
42	73239	5.2%
41	68462	4.8%
40	65315	4.6%
39	62323	4.4%
38	59149	4.2%
37	56326	4.0%
36	53227	3.7%
Other values (43)	718398	50.6%

Value	Count	Frequency (%)
1	92	< 0.1%
2	94	< 0.1%
3	126	< 0.1%
4	197	< 0.1%
5	254	< 0.1%
6	342	< 0.1%
7	453	< 0.1%
8	642	< 0.1%
9	901	0.1%
10	1255	0.1%

Value	Count	Frequency (%)
54	1	< 0.1%
53	1	< 0.1%
51	2	< 0.1%
50	31353	2.2%
49	34237	2.4%
48	30742	2.2%
47	30227	2.1%
46	30844	2.2%
45	94512	6.7%
44	89529	6.3%

OLoan_to_value
Real number (ℝ)

High correlation

Distinct	95
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.76162543

Minimum	0.04
Maximum	1.17
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.8 MiB

Quantile statistics

Minimum	0.04
5-th percentile	0.44
Q1	0.69
median	0.8
Q3	0.9
95-th percentile	0.95
Maximum	1.17
Range	1.13
Interquartile range (IQR)	0.21

Descriptive statistics

Standard deviation	0.16116869
Coefficient of variation (CV)	0.21161149
Kurtosis	0.86506749
Mean	0.76162543
Median Absolute Deviation (MAD)	0.1
Skewness	-0.96906137
Sum	1081439.6
Variance	0.025975348
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.8	298038	21.0%
0.95	199435	14.0%
0.9	88782	6.3%
0.75	87863	6.2%
0.97	60372	4.3%
0.7	50899	3.6%
0.85	35411	2.5%
0.6	29478	2.1%
0.79	24321	1.7%
0.74	22193	1.6%
Other values (85)	523118	36.8%

Value	Count	Frequency (%)
0.04	2	< 0.1%
0.05	9	< 0.1%
0.06	18	< 0.1%
0.07	29	< 0.1%
0.08	53	< 0.1%
0.09	82	< 0.1%
0.1	121	< 0.1%
0.11	156	< 0.1%
0.12	236	< 0.1%
0.13	249	< 0.1%

Value	Count	Frequency (%)
1.17	1	< 0.1%
0.97	60372	4.3%
0.96	984	0.1%
0.95	199435	14.0%
0.94	8455	0.6%
0.93	8778	0.6%
0.92	8620	0.6%
0.91	3291	0.2%
0.9	88782	6.3%
0.89	8819	0.6%

Single_borrower
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	81.2 MiB

1.0	723561
0.0	696349

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	4259730
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
1.0	723561	51.0%
0.0	696349	49.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	723561	51.0%
0.0	696349	49.0%

Most occurring characters

Value	Count	Frequency (%)
0	2116259	49.7%
.	1419910	33.3%
1	723561	17.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	2116259	49.7%
.	1419910	33.3%
1	723561	17.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	2116259	49.7%
.	1419910	33.3%
1	723561	17.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	2116259	49.7%
.	1419910	33.3%
1	723561	17.0%

is_Loan_purpose_purc
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	81.2 MiB

1.0	730081
0.0	689829

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	4259730
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	0.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	730081	51.4%
0.0	689829	48.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	730081	51.4%
0.0	689829	48.6%

Most occurring characters

Value	Count	Frequency (%)
0	2109739	49.5%
.	1419910	33.3%
1	730081	17.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	2109739	49.5%
.	1419910	33.3%
1	730081	17.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	2109739	49.5%
.	1419910	33.3%
1	730081	17.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	2109739	49.5%
.	1419910	33.3%
1	730081	17.1%

is_Loan_purpose_cash
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	81.2 MiB

0.0	1024925
1.0	394985

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	4259730
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	1024925	72.2%
1.0	394985	27.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	1024925	72.2%
1.0	394985	27.8%

Most occurring characters

Value	Count	Frequency (%)
0	2444835	57.4%
.	1419910	33.3%
1	394985	9.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	2444835	57.4%
.	1419910	33.3%
1	394985	9.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	2444835	57.4%
.	1419910	33.3%
1	394985	9.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	2444835	57.4%
.	1419910	33.3%
1	394985	9.3%

is_Loan_purpose_noca
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	81.2 MiB

0.0	1125066
1.0	294844

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	4259730
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	0.0
3rd row	1.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	1125066	79.2%
1.0	294844	20.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	1125066	79.2%
1.0	294844	20.8%

Most occurring characters

Value	Count	Frequency (%)
0	2544976	59.7%
.	1419910	33.3%
1	294844	6.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	2544976	59.7%
.	1419910	33.3%
1	294844	6.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	2544976	59.7%
.	1419910	33.3%
1	294844	6.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	2544976	59.7%
.	1419910	33.3%
1	294844	6.9%

is_First_time_homeowner
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	81.2 MiB

0.0	1069851
1.0	350059

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	4259730
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
0.0	1069851	75.3%
1.0	350059	24.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	1069851	75.3%
1.0	350059	24.7%

Most occurring characters

Value	Count	Frequency (%)
0	2489761	58.4%
.	1419910	33.3%
1	350059	8.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	2489761	58.4%
.	1419910	33.3%
1	350059	8.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	2489761	58.4%
.	1419910	33.3%
1	350059	8.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	2489761	58.4%
.	1419910	33.3%
1	350059	8.2%

is_First_time_homeowner_No
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	81.2 MiB

1.0	1069851
0.0	350059

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	4259730
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
1.0	1069851	75.3%
0.0	350059	24.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	1069851	75.3%
0.0	350059	24.7%

Most occurring characters

Value	Count	Frequency (%)
0	1769969	41.6%
.	1419910	33.3%
1	1069851	25.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	1769969	41.6%
.	1419910	33.3%
1	1069851	25.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	1769969	41.6%
.	1419910	33.3%
1	1069851	25.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	1769969	41.6%
.	1419910	33.3%
1	1069851	25.1%

is_Occupancy_status_prim
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	81.2 MiB

1.0	1305139
0.0	114771

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	4259730
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	1305139	91.9%
0.0	114771	8.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	1305139	91.9%
0.0	114771	8.1%

Most occurring characters

Value	Count	Frequency (%)
0	1534681	36.0%
.	1419910	33.3%
1	1305139	30.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	1534681	36.0%
.	1419910	33.3%
1	1305139	30.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	1534681	36.0%
.	1419910	33.3%
1	1305139	30.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	1534681	36.0%
.	1419910	33.3%
1	1305139	30.6%

is_Occupancy_status_inve
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	81.2 MiB

0.0	1341596
1.0	78314

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	4259730
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	1341596	94.5%
1.0	78314	5.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	1341596	94.5%
1.0	78314	5.5%

Most occurring characters

Value	Count	Frequency (%)
0	2761506	64.8%
.	1419910	33.3%
1	78314	1.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	2761506	64.8%
.	1419910	33.3%
1	78314	1.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	2761506	64.8%
.	1419910	33.3%
1	78314	1.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	2761506	64.8%
.	1419910	33.3%
1	78314	1.8%

is_Occupancy_status_seco
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	81.2 MiB

0.0	1383453
1.0	36457

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	4259730
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	1383453	97.4%
1.0	36457	2.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	1383453	97.4%
1.0	36457	2.6%

Most occurring characters

Value	Count	Frequency (%)
0	2803363	65.8%
.	1419910	33.3%
1	36457	0.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	2803363	65.8%
.	1419910	33.3%
1	36457	0.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	2803363	65.8%
.	1419910	33.3%
1	36457	0.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	2803363	65.8%
.	1419910	33.3%
1	36457	0.9%

is_Origination_channel_reta
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	81.2 MiB

1.0	805948
0.0	613962

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	4259730
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	0.0
4th row	1.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
1.0	805948	56.8%
0.0	613962	43.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	805948	56.8%
0.0	613962	43.2%

Most occurring characters

Value	Count	Frequency (%)
0	2033872	47.7%
.	1419910	33.3%
1	805948	18.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	2033872	47.7%
.	1419910	33.3%
1	805948	18.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	2033872	47.7%
.	1419910	33.3%
1	805948	18.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	2033872	47.7%
.	1419910	33.3%
1	805948	18.9%

is_Origination_channel_brok
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	81.2 MiB

0.0	1268065
1.0	151845

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	4259730
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	1268065	89.3%
1.0	151845	10.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	1268065	89.3%
1.0	151845	10.7%

Most occurring characters

Value	Count	Frequency (%)
0	2687975	63.1%
.	1419910	33.3%
1	151845	3.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	2687975	63.1%
.	1419910	33.3%
1	151845	3.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	2687975	63.1%
.	1419910	33.3%
1	151845	3.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	2687975	63.1%
.	1419910	33.3%
1	151845	3.6%

is_Origination_channel_corr
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	81.2 MiB

0.0	957796
1.0	462114

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	4259730
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	1.0
4th row	0.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
0.0	957796	67.5%
1.0	462114	32.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	957796	67.5%
1.0	462114	32.5%

Most occurring characters

Value	Count	Frequency (%)
0	2377706	55.8%
.	1419910	33.3%
1	462114	10.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	2377706	55.8%
.	1419910	33.3%
1	462114	10.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	2377706	55.8%
.	1419910	33.3%
1	462114	10.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	2377706	55.8%
.	1419910	33.3%
1	462114	10.8%

is_Origination_channel_tpo
Categorical

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	81.2 MiB

0.0	1419910

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	4259730
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	1419910	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	1419910	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	2839820	66.7%
.	1419910	33.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	2839820	66.7%
.	1419910	33.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	2839820	66.7%
.	1419910	33.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	2839820	66.7%
.	1419910	33.3%

is_Property_type_cond
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	81.2 MiB

0.0	1320181
1.0	99729

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	4259730
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	1320181	93.0%
1.0	99729	7.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	1320181	93.0%
1.0	99729	7.0%

Most occurring characters

Value	Count	Frequency (%)
0	2740091	64.3%
.	1419910	33.3%
1	99729	2.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	2740091	64.3%
.	1419910	33.3%
1	99729	2.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	2740091	64.3%
.	1419910	33.3%
1	99729	2.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	2740091	64.3%
.	1419910	33.3%
1	99729	2.3%

is_Property_type_coop
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	81.2 MiB

0.0	1418263
1.0	1647

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	4259730
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	1418263	99.9%
1.0	1647	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	1418263	99.9%
1.0	1647	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	2838173	66.6%
.	1419910	33.3%
1	1647	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	2838173	66.6%
.	1419910	33.3%
1	1647	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	2838173	66.6%
.	1419910	33.3%
1	1647	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	2838173	66.6%
.	1419910	33.3%
1	1647	< 0.1%

is_Property_type_manu
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	81.2 MiB

0.0	1412858
1.0	7052

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	4259730
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	1412858	99.5%
1.0	7052	0.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	1412858	99.5%
1.0	7052	0.5%

Most occurring characters

Value	Count	Frequency (%)
0	2832768	66.5%
.	1419910	33.3%
1	7052	0.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	2832768	66.5%
.	1419910	33.3%
1	7052	0.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	2832768	66.5%
.	1419910	33.3%
1	7052	0.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	2832768	66.5%
.	1419910	33.3%
1	7052	0.2%

is_Property_type_pud
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	81.2 MiB

0.0	1059606
1.0	360304

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	4259730
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	1059606	74.6%
1.0	360304	25.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	1059606	74.6%
1.0	360304	25.4%

Most occurring characters

Value	Count	Frequency (%)
0	2479516	58.2%
.	1419910	33.3%
1	360304	8.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	2479516	58.2%
.	1419910	33.3%
1	360304	8.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	2479516	58.2%
.	1419910	33.3%
1	360304	8.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	2479516	58.2%
.	1419910	33.3%
1	360304	8.5%

is_Property_type_sing
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	81.2 MiB

1.0	951178
0.0	468732

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	4259730
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	951178	67.0%
0.0	468732	33.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	951178	67.0%
0.0	468732	33.0%

Most occurring characters

Value	Count	Frequency (%)
0	1888642	44.3%
.	1419910	33.3%
1	951178	22.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	1888642	44.3%
.	1419910	33.3%
1	951178	22.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	1888642	44.3%
.	1419910	33.3%
1	951178	22.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	1888642	44.3%
.	1419910	33.3%
1	951178	22.3%

DFlag
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	81.2 MiB

0.0	1383037
1.0	36873

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	4259730
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	1383037	97.4%
1.0	36873	2.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	1383037	97.4%
1.0	36873	2.6%

Most occurring characters

Value	Count	Frequency (%)
0	2802947	65.8%
.	1419910	33.3%
1	36873	0.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	2802947	65.8%
.	1419910	33.3%
1	36873	0.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	2802947	65.8%
.	1419910	33.3%
1	36873	0.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4259730	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	2802947	65.8%
.	1419910	33.3%
1	36873	0.9%

Interactions

Correlations

	CLoan_to_value	Credit_Score	DFlag	Debt_to_income	Mortgage_Insurance	Number_of_units	OLoan_to_value	Single_borrower	is_First_time_homeowner	is_First_time_homeowner_No	is_Loan_purpose_cash	is_Loan_purpose_noca	is_Loan_purpose_purc	is_Occupancy_status_inve	is_Occupancy_status_prim	is_Occupancy_status_seco	is_Origination_channel_brok	is_Origination_channel_corr	is_Origination_channel_reta	is_Property_type_cond	is_Property_type_coop	is_Property_type_manu	is_Property_type_pud	is_Property_type_sing
CLoan_to_value	1.000	0.137	0.033	0.017	0.810	-0.078	0.987	0.027	0.464	0.464	0.460	0.230	0.559	0.157	0.166	0.081	0.007	0.086	0.082	0.039	0.019	0.016	0.064	0.076
Credit_Score	0.137	1.000	0.043	0.008	0.109	0.001	0.133	0.014	0.033	0.033	0.090	0.025	0.061	0.027	0.027	0.008	0.035	0.022	0.043	0.013	0.001	0.010	0.036	0.039
DFlag	0.033	0.043	1.000	0.048	0.032	0.008	0.032	0.033	0.017	0.017	0.005	0.004	0.008	0.004	0.006	0.004	0.000	0.033	0.032	0.004	0.000	0.001	0.006	0.007
Debt_to_income	0.017	0.008	0.048	1.000	0.016	-0.057	0.017	0.049	0.018	0.018	0.026	0.067	0.039	0.057	0.061	0.030	0.040	0.020	0.038	0.027	0.008	0.016	0.028	0.037
Mortgage_Insurance	0.810	0.109	0.032	0.016	1.000	-0.069	0.817	0.067	0.449	0.449	0.430	0.221	0.514	0.158	0.164	0.067	0.030	0.082	0.072	0.058	0.012	0.011	0.046	0.052
Number_of_units	-0.078	0.001	0.008	-0.057	-0.069	1.000	-0.082	0.011	0.040	0.040	0.042	0.006	0.033	0.255	0.200	0.023	0.027	0.003	0.016	0.039	0.005	0.010	0.082	0.099
OLoan_to_value	0.987	0.133	0.032	0.017	0.817	-0.082	1.000	0.023	0.464	0.464	0.451	0.233	0.560	0.154	0.162	0.081	0.007	0.082	0.078	0.040	0.019	0.015	0.059	0.072
Single_borrower	0.027	0.014	0.033	0.049	0.067	0.011	0.023	1.000	0.025	0.025	0.012	0.012	0.001	0.015	0.000	0.021	0.005	0.002	0.000	0.072	0.009	0.003	0.025	0.017
is_First_time_homeowner	0.464	0.033	0.017	0.018	0.449	0.040	0.464	0.025	1.000	1.000	0.355	0.293	0.556	0.138	0.170	0.093	0.024	0.055	0.067	0.102	0.030	0.006	0.006	0.053
is_First_time_homeowner_No	0.464	0.033	0.017	0.018	0.449	0.040	0.464	0.025	1.000	1.000	0.355	0.293	0.556	0.138	0.170	0.093	0.024	0.055	0.067	0.102	0.030	0.006	0.006	0.053
is_Loan_purpose_cash	0.460	0.090	0.005	0.026	0.430	0.042	0.451	0.012	0.355	0.355	1.000	0.318	0.639	0.063	0.027	0.044	0.033	0.087	0.102	0.071	0.007	0.013	0.084	0.119
is_Loan_purpose_noca	0.230	0.025	0.004	0.067	0.221	0.006	0.233	0.012	0.293	0.293	0.318	1.000	0.527	0.023	0.039	0.034	0.021	0.033	0.018	0.046	0.013	0.004	0.009	0.034
is_Loan_purpose_purc	0.559	0.061	0.008	0.039	0.514	0.033	0.560	0.001	0.556	0.556	0.639	0.527	1.000	0.037	0.007	0.067	0.012	0.104	0.107	0.101	0.017	0.008	0.083	0.134
is_Occupancy_status_inve	0.157	0.027	0.004	0.057	0.158	0.255	0.154	0.015	0.138	0.138	0.063	0.023	0.037	1.000	0.815	0.039	0.025	0.013	0.004	0.026	0.008	0.017	0.044	0.030
is_Occupancy_status_prim	0.166	0.027	0.006	0.061	0.164	0.200	0.162	0.000	0.170	0.170	0.027	0.039	0.007	0.815	1.000	0.547	0.017	0.010	0.001	0.053	0.008	0.008	0.030	0.001
is_Occupancy_status_seco	0.081	0.008	0.004	0.030	0.067	0.023	0.081	0.021	0.093	0.093	0.044	0.034	0.067	0.039	0.547	1.000	0.006	0.000	0.003	0.053	0.002	0.010	0.012	0.041
is_Origination_channel_brok	0.007	0.035	0.000	0.040	0.030	0.027	0.007	0.005	0.024	0.024	0.033	0.021	0.012	0.025	0.017	0.006	1.000	0.240	0.396	0.034	0.008	0.016	0.000	0.016
is_Origination_channel_corr	0.086	0.022	0.033	0.020	0.082	0.003	0.082	0.002	0.055	0.055	0.087	0.033	0.104	0.013	0.010	0.000	0.240	1.000	0.796	0.004	0.009	0.032	0.048	0.041
is_Origination_channel_reta	0.082	0.043	0.032	0.038	0.072	0.016	0.078	0.000	0.067	0.067	0.102	0.018	0.107	0.004	0.001	0.003	0.396	0.796	1.000	0.025	0.004	0.040	0.045	0.049
is_Property_type_cond	0.039	0.013	0.004	0.027	0.058	0.039	0.040	0.072	0.102	0.102	0.071	0.046	0.101	0.026	0.053	0.053	0.034	0.004	0.025	1.000	0.009	0.019	0.160	0.392
is_Property_type_coop	0.019	0.001	0.000	0.008	0.012	0.005	0.019	0.009	0.030	0.030	0.007	0.013	0.017	0.008	0.008	0.002	0.008	0.009	0.004	0.009	1.000	0.002	0.020	0.049
is_Property_type_manu	0.016	0.010	0.001	0.016	0.011	0.010	0.015	0.003	0.006	0.006	0.013	0.004	0.008	0.017	0.008	0.010	0.016	0.032	0.040	0.019	0.002	1.000	0.041	0.101
is_Property_type_pud	0.064	0.036	0.006	0.028	0.046	0.082	0.059	0.025	0.006	0.006	0.084	0.009	0.083	0.044	0.030	0.012	0.000	0.048	0.045	0.160	0.020	0.041	1.000	0.831
is_Property_type_sing	0.076	0.039	0.007	0.037	0.052	0.099	0.072	0.017	0.053	0.053	0.119	0.034	0.134	0.030	0.001	0.041	0.016	0.041	0.049	0.392	0.049	0.101	0.831	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	Credit_Score	Mortgage_Insurance	Number_of_units	CLoan_to_value	Debt_to_income	OLoan_to_value	Single_borrower	is_Loan_purpose_purc	is_Loan_purpose_cash	is_Loan_purpose_noca	is_First_time_homeowner	is_First_time_homeowner_No	is_Occupancy_status_prim	is_Occupancy_status_inve	is_Origination_channel_reta	is_Origination_channel_brok	is_Origination_channel_corr	is_Property_type_cond	is_Property_type_sing
0	0.155715	0.0	-0.123232	0.68	29.0	0.68	1.0	0.0	0.0	1.0	0.0	1.0	1.0	0.0	0.0	1.0	0.0	1.0	0.0
1	0.272707	0.0	-0.123232	0.80	42.0	0.80	1.0	1.0	0.0	0.0	0.0	1.0	1.0	0.0	1.0	0.0	0.0	1.0	0.0
2	0.038724	6.0	-0.123232	0.85	28.0	0.85	0.0	0.0	0.0	1.0	0.0	1.0	1.0	0.0	0.0	0.0	1.0	0.0	1.0
3	1.013652	25.0	-0.123232	0.90	44.0	0.90	0.0	1.0	0.0	0.0	0.0	1.0	1.0	0.0	1.0	0.0	0.0	0.0	1.0
4	-0.468239	25.0	-0.123232	0.90	35.0	0.90	0.0	1.0	0.0	0.0	1.0	0.0	1.0	0.0	0.0	0.0	1.0	0.0	1.0
5	-0.390245	0.0	-0.123232	0.80	39.0	0.80	0.0	0.0	1.0	0.0	0.0	1.0	1.0	0.0	1.0	0.0	0.0	0.0	1.0
6	1.169641	30.0	-0.123232	0.95	40.0	0.95	0.0	1.0	0.0	0.0	0.0	1.0	1.0	0.0	1.0	0.0	0.0	0.0	1.0
7	0.779669	30.0	-0.123232	0.95	40.0	0.95	1.0	1.0	0.0	0.0	1.0	0.0	1.0	0.0	0.0	0.0	1.0	0.0	1.0
8	0.116718	0.0	-0.123232	0.23	49.0	0.23	1.0	0.0	1.0	0.0	0.0	1.0	1.0	0.0	1.0	0.0	0.0	0.0	1.0
9	1.208638	0.0	-0.123232	0.51	43.0	0.51	0.0	0.0	0.0	1.0	0.0	1.0	0.0	1.0	1.0	0.0	0.0	0.0	1.0

	Credit_Score	Number_of_units	CLoan_to_value	Debt_to_income	OLoan_to_value	Single_borrower	is_Loan_purpose_purc	is_Loan_purpose_cash	is_Loan_purpose_noca	is_First_time_homeowner	is_First_time_homeowner_No	is_Occupancy_status_prim	is_Origination_channel_reta	is_Origination_channel_corr	is_Property_type_pud	is_Property_type_sing
1419900	0.757613	-0.129209	0.80	48.0	0.80	1.0	1.0	0.0	0.0	0.0	1.0	1.0	1.0	0.0	0.0	1.0
1419901	-1.151666	-0.129209	0.80	31.0	0.80	1.0	1.0	0.0	0.0	1.0	0.0	1.0	1.0	0.0	0.0	1.0
1419902	-0.884367	-0.129209	0.77	31.0	0.77	0.0	0.0	1.0	0.0	0.0	1.0	1.0	0.0	1.0	0.0	1.0
1419903	1.063098	-0.129209	0.80	42.0	0.80	1.0	0.0	1.0	0.0	0.0	1.0	1.0	0.0	1.0	0.0	1.0
1419904	-0.006098	-0.129209	0.68	43.0	0.68	1.0	0.0	1.0	0.0	0.0	1.0	1.0	0.0	1.0	0.0	1.0
1419905	0.681242	-0.129209	0.37	28.0	0.37	0.0	0.0	1.0	0.0	0.0	1.0	1.0	0.0	1.0	0.0	1.0
1419906	-0.197026	-0.129209	0.40	40.0	0.40	0.0	0.0	1.0	0.0	0.0	1.0	1.0	0.0	1.0	1.0	0.0
1419907	-1.609892	-0.129209	0.69	45.0	0.69	0.0	0.0	1.0	0.0	0.0	1.0	1.0	1.0	0.0	0.0	1.0
1419908	-1.304408	-0.129209	0.43	32.0	0.43	0.0	0.0	1.0	0.0	0.0	1.0	1.0	1.0	0.0	0.0	1.0
1419909	0.948541	-0.129209	0.63	42.0	0.63	1.0	0.0	0.0	1.0	0.0	1.0	1.0	1.0	0.0	0.0	1.0

Duplicate rows

Most frequently occurring

	Credit_Score	Mortgage_Insurance	Number_of_units	CLoan_to_value	Debt_to_income	OLoan_to_value	Single_borrower	is_Loan_purpose_purc	is_Loan_purpose_cash	is_First_time_homeowner	is_First_time_homeowner_No	is_Occupancy_status_prim	is_Origination_channel_reta	is_Property_type_sing	# duplicates
53950	0.184829	0.0	-0.129209	0.80	44.0	0.80	1.0	0.0	1.0	0.0	1.0	1.0	1.0	1.0	22
117154	1.101283	0.0	-0.129209	0.80	45.0	0.80	1.0	0.0	1.0	0.0	1.0	1.0	1.0	1.0	20
56251	0.223015	0.0	-0.129209	0.80	44.0	0.80	1.0	0.0	1.0	0.0	1.0	1.0	1.0	1.0	18
69433	0.413943	0.0	-0.129209	0.80	45.0	0.80	1.0	0.0	1.0	0.0	1.0	1.0	1.0	1.0	18
87029	0.681242	0.0	-0.129209	0.80	44.0	0.80	1.0	0.0	1.0	0.0	1.0	1.0	1.0	1.0	17
92278	0.757613	0.0	-0.129209	0.80	44.0	0.80	1.0	0.0	1.0	0.0	1.0	1.0	1.0	1.0	17
126877	1.214546	25.0	-0.133642	0.97	43.0	0.97	1.0	1.0	0.0	1.0	0.0	1.0	1.0	1.0	17
74332	0.490314	0.0	-0.129209	0.80	45.0	0.80	0.0	0.0	1.0	0.0	1.0	1.0	1.0	1.0	16
81898	0.604871	0.0	-0.129209	0.80	45.0	0.80	1.0	0.0	1.0	0.0	1.0	1.0	1.0	1.0	16
104922	0.948541	0.0	-0.129209	0.80	45.0	0.80	1.0	0.0	1.0	0.0	1.0	1.0	1.0	1.0	16

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)